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A comprehensive survey on automatic facial action unit analysis

机译:自动面部动作单元分析的综合调查

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摘要

Facial Action Coding System is the most influential sign judgment method for facial behavior, and it is a comprehensive and anatomical system which could encode various facial movements by the combination of basic AUs (Action Units). AUs define certain facial configurations caused by contraction of one or more facial muscles, and they are independent of interpretation of emotions. However, automatic facial action unit recognition remains challenging due to several open questions such as rigid and non-rigid facial motions, multiple AUs detection, intensity estimation and naturalistic context application. This paper introduces recent advances in automatic facial action unit recognition, focusing on the fundamental components of face detection and registration, facial action representation, feature selection and classification. The comprehensive analysis of facial representations is presented according to the facial data properties (image and video, 2D and 3D) and characteristics of facial features (predesign and learning, appearance and geometry, hybrid and fusion). Facial action unit recognition involves AUs occurrence detection, AUs temporal segment detection and AUs intensity estimation. We discussed the role of each component, main techniques with their characteristics, challenges and potential directions of facial action unit analysis.
机译:面部动作编码系统是最有影响力的面部表情符号判断方法,它是一个综合的解剖系统,可以通过基本AU(动作单位)的组合来编码各种面部动作。 AU定义了由一个或多个面部肌肉收缩引起的某些面部构造,并且它们与情感的解释无关。然而,由于几个开放性问题,例如刚性和非刚性面部运动,多个AU检测,强度估计和自然环境应用,自动面部动作单元识别仍然具有挑战性。本文介绍了自动面部动作单元识别的最新进展,重点介绍了面部检测和注册,面部动作表示,特征选择和分类的基本组成部分。根据面部数据属性(图像和视频,2D和3D)和面部特征(预先设计和学习,外观和几何,混合和融合),对面部表示进行全面分析。面部动作单位识别涉及AU发生检测,AU时域检测和AU强度估计。我们讨论了每个组件的作用,主要技术及其特征,面临的挑战以及面部动作单元分析的潜在方向。

著录项

  • 来源
    《The Visual Computer》 |2020年第5期|1067-1093|共27页
  • 作者

  • 作者单位

    Univ Sci & Technol Beijing Sch Comp & Commun Engn Beijing 100083 Peoples R China|Beijing Key Lab Knowledge Engn Mat Sci Beijing 100083 Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Facial Action Coding System; Action unit; Facial representation; Video; 3D; Survey;

    机译:面部动作编码系统;行动单位;面部表情;视频;3D;调查;

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